Amazon Books
Benchmarks
| Task Name | Dataset Name | SOTA Result | Trend | |
|---|---|---|---|---|
| Collaborative Filtering | Amazon-Books | NDCG@205.56 | 39 | |
| Reranking | Amazon Books | Precision88.3 | 22 | |
| Sequential Recommendation | Amazon Books Reviews 2023 | Hit@54.48 | 15 | |
| Recommendation | Amazon-Books weak generalization | R@207.51 | 14 | |
| Cross-domain Recommendation | Amazon Books Source Steam | NDCG@100.0369 | 12 | |
| Cross-domain Recommendation | Amazon Books Goodreads | NDCG@100.1033 | 12 | |
| Sequential Recommendation | Amazon Books out-of-domain | NDCG@1032.9 | 12 | |
| Next-item Prediction | Amazon Books | Accuracy66.9 | 12 | |
| Recommendation | Amazon Books | Hit Rate@50023.98 | 12 | |
| Recommendation | Amazon Books | Hit Rate @ 100.198 | 12 | |
| Explainable Recommendation | Amazon Books | F-EHR0.445 | 7 | |
| Collaborative Filtering | Amazon-Books large (test) | Recall@205.98 | 6 | |
| Recommendation | Amazon Books | NDCG4.22 | 6 | |
| CTR Prediction | Amazon Books (public) | AUC0.8453 | 6 | |
| Recommendation | Amazon Books rating >= 4.5 (test) | NDCG@100.0356 | 5 | |
| Recommendation | Amazon Books (test) | HR@100.0309 | 5 | |
| Item Recommendation | Amazon-Books (test) | NDCG@100.0186 | 4 | |
| Sentiment Classification | Amazon Books (Amzbook) (test) | Avg Explanation Impact on Accuracy0 | 4 | |
| Sequential Recommendation | Amazon Books (full-shuffle) | HR@100.0469 | 3 | |
| Recommendation | Amazon Books | P@102.84 | 1 |
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